Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Apr 18;20(4):e0319545.
doi: 10.1371/journal.pone.0319545. eCollection 2025.

Exploring temperature and humidity environment combined with air quality index, black carbon, the short-term effect of combined exposure on respiratory disease mortality in Southwest China

Affiliations

Exploring temperature and humidity environment combined with air quality index, black carbon, the short-term effect of combined exposure on respiratory disease mortality in Southwest China

Hengyu Su et al. PLoS One. .

Abstract

This study investigates the correlation, impact, and hysteresis effect of joint exposure to the Temperature-Humidity Index (THI), Air Quality Index (AQI), and Black Carbon (BC) on respiratory disease mortality (RDM) in urban areas of the southwest basin of China, characterized by a subtropical monsoon climate. Dose-response analysis of THI, AQI, BC using a non-restrictive cubic spline model, a time series analysis was conducted to assess the relative risk (RR) of death from respiratory diseases using the distributed lag nonlinear model (DLNM) and the generalized additive model (GAM) based on the quasi-Poisson distribution. The RCS curve of THI exhibits a 'U' shape, with THI=67 representing the lowest point of mortality risk. The RCS curves for BC and AQI are linear and demonstrate a positive correlation with mortality outcomes. The peak mortality risk associated with the AQI typically occurs at Lag 2-3, with T3A3 (THI ≥ 75 and AQI ≥ P90) contributing to the highest excess mortality [excess increased risk rate (ER) = 0.55, 95% CI: 0.20, 0.81]. The peak risk of mortality associated with BC occurs at Lag0, with the highest excess mortality resulting from T3B3 (THI ≥ 75 and BC ≥ P90) combined events (ER=0.28, 95% CI: 0.10, 0.58). The cumulative relative risk (CRR) was highest in T3, with the peak CRR of 3.99 (95% CI: 1.26, 7.11) observed in definition T3A3. The relative risk of interaction (RERI) reveals varying degrees of positive additive interactions (RERI > 0) among AQI, BC, and THI.

PubMed Disclaimer

Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. Results of restricted cubic spline analysis of THI, AQI, and BC in this region.
Fig 2
Fig 2. Exposure lag effect curves for the combined events of AQI, BC and THI in this region.
Note: Combined event definitions refer to the independent definitions presented in Table 2; for instance, T1A3 denotes the combined event defined by T1 and A3.
Fig 3
Fig 3. Cumulative relative risk of AQI, BC and THI combination events in this region.
Note: Combined event definitions refer to the independent definitions presented in Table 2; for instance, T1A3 denotes the combined event defined by T1 and A3.

Similar articles

References

    1. De Sario M, Katsouyanni K, Michelozzi P. Climate change, extreme weather events, air pollution and respiratory health in Europe. Eur Respir J. 2013;42(3):826–43. doi: 10.1183/09031936.00074712 - DOI - PubMed
    1. Borge R, Requia WJ, Yagüe C, Jhun I, Koutrakis P. Impact of weather changes on air quality and related mortality in Spain over a 25 year period [1993-2017]. Environ Int. 2019;133(Pt B):105272. doi: 10.1016/j.envint.2019.105272 - DOI - PubMed
    1. Goulaouic S, Foucaud L, Bennasroune A, Laval-Gilly P, Falla J. Effect of polycyclic aromatic hydrocarbons and carbon black particles on pro-inflammatory cytokine secretion: impact of PAH coating onto particles. J Immunotoxicol. 2008;5(3):337–45. doi: 10.1080/15476910802371016 - DOI - PubMed
    1. Wang L, Bao S, Liu X, Wang F, Zhang J, Dang P, et al.. Low-dose exposure to black carbon significantly increase lung injury of cadmium by promoting cellular apoptosis. Ecotoxicol Environ Saf. 2021;224:112703. doi: 10.1016/j.ecoenv.2021.112703 - DOI - PubMed
    1. Mikołajczyk U, Bujak-Pietrek S, Szadkowska-Stańczyk I. Worker exposure to ultrafine particles during carbon black treatment. Med Pr. 2015;66(3):317–26. doi: 10.13075/mp.5893.00185 - DOI - PubMed